Výsledky vyhľadávania - "MapReduce algorithms"

Efficient deterministic MapReduce algorithms for parallelizable problems Autor Frei, Fabian, Wada, Koichi

“… of how the computational power of MapReduce algorithms compares to that of combinational Boolean circuits commonly used for parallel computations…”
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MapReduce algorithms for robust center-based clustering in doubling metrics Autor Dandolo, Enrico, Mazzetto, Alessio, Pietracaprina, Andrea, Pucci, Geppino

“…Clustering is a pivotal primitive for unsupervised learning and data analysis. A popular variant is the (k,ℓ)-clustering problem, where, given a pointset P…”
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Efficient MapReduce algorithms for triangle listing in billion-scale graphs Autor Zhu, Yuanyuan, Zhang, Hao, Qin, Lu, Cheng, Hong

“…This paper addresses the classical triangle listing problem, which aims at enumerating all the tuples of three vertices connected with each other by edges…”
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MapReduce Algorithms for Inferring Gene Regulatory Networks from Time-Series Microarray Data Using an Information-Theoretic Approach Autor Cervantes-Cervantes, Miguel, Du, Zongxuan, Byron, Kevin, Turki, Turki, Abduallah, Yasser, Wang, Jason T. L.

“…Gene regulation is a series of processes that control gene expression and its extent. The connections among genes and their regulatory molecules, usually…”
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Using Performance Measurements to Improve MapReduce Algorithms Autor Plantenga, Todd D., Choe, Yung Ryn, Yoshimura, Ann

“…The Hadoop MapReduce software environment is used for parallel processing of distributively stored data. Data mining algorithms of increasing sophistication…”
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MapReduce algorithms for efficient generation of CPS models from large historical data sets Autor Windmann, Stefan, Niggemann, Oliver

“…This paper addresses the efficient generation of models for cyber-physical systems from large historical data sets. A cyber-physical system (CPS) is a system…”
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Comparative Analysis of MPI and MapReduce Algorithms for Efficient Distributed Table Joins Autor Adi, Ninad

“…This paper presents a comparative performance analysis of distributed table join algorithms using the MPI4PY library and the MapReduce framework. Two MPI-based…”
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Extending Standard MapReduce Algorithms Autor Hashem, Hadi, Ranc, Daniel

“…The information rate nowadays is expanding very quickly and contains complex and heterogeneous data types (text, images, videos, GPS data, purchase…”
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BigFCM: Fast, precise and scalable FCM on hadoop Autor Ghadiri, Nasser, Ghaffari, Meysam, Nikbakht, Mohammad Amin

“…Clustering plays an important role in mining big data both as a modeling technique and a preprocessing step in many data mining process implementations. Fuzzy…”
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Security and privacy aspects in MapReduce on clouds: A survey Autor Derbeko, Philip, Dolev, Shlomi, Gudes, Ehud, Sharma, Shantanu

“…MapReduce is a programming system for distributed processing of large-scale data in an efficient and fault tolerant manner on a private, public, or hybrid…”
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Efficient Processing of Skyline Queries Using MapReduce Autor Park, Yoonjae, Min, Jun-Ki, Shim, Kyuseok

“…The skyline operator has attracted considerable attention recently due to its broad applications. However, computing a skyline is challenging today since we…”
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Efficient Distributed k-Clique Mining for Large Networks Using MapReduce Autor Shahrivari, Saeed, Jalili, Saeed

“…Mining cliques of a network is an important problem that has many applications in different fields like social networks, bioinformatics, and web analysis. In…”
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Submodularity of Distributed Join Computation Autor Li, Rundong, Riedewald, Mirek, Deng, Xinyan

“…We study distributed equi-join computation in the presence of join-attribute skew, which causes load imbalance. Skew can be addressed by more fine-grained…”
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Algorithms for processing the group K nearest-neighbor query on distributed frameworks Autor Moutafis, Panagiotis, García-García, Francisco, Mavrommatis, George, Vassilakopoulos, Michael, Corral, Antonio, Iribarne, Luis

“… In previous work, we presented the first MapReduce algorithm, consisting of alternating local and parallel phases, which can be used to effectively process the G K NN query when the Query fits…”
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MapReduce Algorithms for GIS Polygonal Overlay Processing Autor Puri, Satish, Agarwal, Dinesh, Xi He, Prasad, Sushil K.

“…Polygon overlay is one of the complex operations in computational geometry. It is applied in many fields such as Geographic Information Systems (GIS), computer…”
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AdaGL: Adaptive Learning for Agile Distributed Training of Gigantic GNNs Autor Zhang, Ruisi, Javaheripi, Mojan, Ghodsi, Zahra, Bleiweiss, Amit, Koushanfar, Farinaz

“…Distributed GNN training on contemporary massive and densely connected graphs requires information aggregation from all neighboring nodes, which leads to an…”
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MapReduce Algorithms for Processing Universal Quantifier Queries Autor Habib, Wafaa M.A., Mokhtar, Hoda M.O., El Sharkawi, Mohamed E.

“…Although quantification queries are important for querying sets and databases, nevertheless, they haven't yet been directly supported by the MapReduce…”
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IFHE: Intermediate-Feature Heterogeneity Enhancement for Image Synthesis in Data-Free Knowledge Distillation Autor Chen, Yi, Liu, Ning, Ren, Ao, Yang, Tao, Liu, Duo

“…Data-free knowledge distillation (DFKD) explores training a compact student network only by a pre-trained teacher without real data. Prevailing DFKD methods…”
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An Adaptive Distributed Simulator for Cloud and MapReduce Algorithms and Architectures Autor Kathiravelu, Pradeeban, Veiga, Luis

“…Scalability and performance are crucial for simulations as much as accuracy is. Due to the limited availability and access to the variety of resources, cloud…”
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CAF: Core to core Communication Acceleration Framework Autor Yipeng Wang, Ren Wang, Herdrich, Andrew, Tsai, James, Solihin, Yan

“…As the number of cores in a multicore system increases, core-to-core (C2C) communication is increasingly limiting the performance scaling of workloads that…”
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